[[["เข้าใจง่าย","easyToUnderstand","thumb-up"],["แก้ปัญหาของฉันได้","solvedMyProblem","thumb-up"],["อื่นๆ","otherUp","thumb-up"]],[["ไม่มีข้อมูลที่ฉันต้องการ","missingTheInformationINeed","thumb-down"],["ซับซ้อนเกินไป/มีหลายขั้นตอนมากเกินไป","tooComplicatedTooManySteps","thumb-down"],["ล้าสมัย","outOfDate","thumb-down"],["ปัญหาเกี่ยวกับการแปล","translationIssue","thumb-down"],["ตัวอย่าง/ปัญหาเกี่ยวกับโค้ด","samplesCodeIssue","thumb-down"],["อื่นๆ","otherDown","thumb-down"]],["อัปเดตล่าสุด 2025-07-24 UTC"],[],[],null,["# About the Preview\n\nWelcome to the MediaPipe Solutions Preview. We are excited to see what you\ndevelop with this new offering and read your feedback.\n\nOn-device machine learning is evolving. Use cases are more complex, potentially\nrequiring numerous multimodal models, domain-specific processes, and tightly\nintegrated pipelines for end-to-end performance. This new MediaPipe Solutions is\na unification of several existing tools: MediaPipe\n[Solutions](https://github.com/google-ai-edge/mediapipe/tree/master/docs/solutions), TensorFlow\nLite [Task\nLibrary](https://www.tensorflow.org/lite/inference_with_metadata/task_library/overview),\nand TensorFlow Lite [Model\nMaker](https://www.tensorflow.org/lite/models/modify/model_maker).\n\n**MediaPipe Tasks**: Low-code API to create and deploy advanced ML solutions\nacross platforms.\n\n- What's new: goes beyond single model inference with end-to-end optimized pipeline performance\n- What's unchanged: same easy workflow to deploy a solution with a few lines of code\n\n**MediaPipe Model Maker**: Low-code API to customize solutions using your own\ndata.\n\n- What's new: refactored to support robust use cases and MediaPipe Studio infrastructure\n- What's unchanged: same easy workflow to customize a model with a few lines of code\n\n**MediaPipe Studio**: Visualize and benchmark solutions.\n\n- What's new: new way to upload and visualize supported solutions\n- What's unchanged: built with Google ML expertise for performance and scalability\n\nExplore the [examples](/edge/mediapipe/solutions/examples) and start building your ML\nsolutions with the developer [guides](/edge/mediapipe/solutions/guide).\n\n\u003cbr /\u003e\n\n\u003cbr /\u003e\n\n\u003cbr /\u003e\n\nMediaPipe Solutions Preview Terms of Service\n============================================\n\nLast modified: February 2, 2023\n\nUse of MediaPipe Solutions Preview is subject to the [Google APIs Terms of\nService](https://developers.google.com/terms/), [Google API Services User Data\nPolicy](https://developers.google.com/terms/api-services-user-data-policy),\n[MediaPipe API Terms of Service](../legal/tos.md), and the terms below.\n\nThe MediaPipe Solutions Preview is an early release that is subject to the\nfollowing limitations: it may have limited support, changes may not be\ncompatible with other pre-general availability versions, and availability may\nchange without notice."]]
